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Title: :  Rummaging Free Parking Spaces using Mask R-CNN
PaperId: :  14041
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14041
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rakshat SinhaDayananda Sagar Academy of Technology and Management
Priyanka ManujaDayananda Sagar Academy of Technology and Management
Pragathi B.RDayananda Sagar Academy of Technology and Management
Satyam AnandDayananda Sagar Academy of Technology and Management

Abstract

Computer Engineering
Parking Space Detection, CNN, Deep Learning, Mask R-CNN, COCO Dataset
Nowadays, finding a vacant parking lot in urban areas is time-consuming. The rise of car ownership has created an imbalance between parking demand and supply. Parking spaces are expensive to build and the parking fee is hiking up day by day. It is hard to enforce and drivers spend an excessive amount of money and time in search of vacant lots. We are proposing a project where our main goal is to detect occupied and empty parking spaces. This project uses deep learning techniques to build a smart parking system through video data analysis that automatically evaluates the availability of vacant parking spaces. For automatic recognition of parking spaces, we are using the Mask R-CNN architecture, a deep learning object detection model, on data obtained from video footage. To mark the parking spot on the input image of the whole parking lot, we use a preprocessed region-based convolutional neural network. And all this can be done with something as simple as a smartphone camera and can notify the user when a parking space is available, via a text message. At the end of the day, we intend to give the best solution for all the parking problems faced in our local area at the least.

Citations

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IJARIIE Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. "Rummaging Free Parking Spaces using Mask R-CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 440-442
MLA Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. "Rummaging Free Parking Spaces using Mask R-CNN." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 440-442.
APA Rakshat Sinha, Priyanka Manuja, Pragathi B.R, & Satyam Anand. (2021). Rummaging Free Parking Spaces using Mask R-CNN. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 440-442.
Chicago Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. "Rummaging Free Parking Spaces using Mask R-CNN." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 440-442.
Oxford Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. 'Rummaging Free Parking Spaces using Mask R-CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 440-442. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Rummaging_Free_Parking_Spaces_using_Mask_R_CNN_ijariie14041.pdf (Accessed : ).
Harvard Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. (2021) 'Rummaging Free Parking Spaces using Mask R-CNN', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 440-442IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Rummaging_Free_Parking_Spaces_using_Mask_R_CNN_ijariie14041.pdf (Accessed : )
IEEE Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand, "Rummaging Free Parking Spaces using Mask R-CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 440-442, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Rummaging_Free_Parking_Spaces_using_Mask_R_CNN_ijariie14041.pdf [Accessed : ].
Turabian Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. "Rummaging Free Parking Spaces using Mask R-CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 ().
Vancouver Rakshat Sinha, Priyanka Manuja, Pragathi B.R, and Satyam Anand. Rummaging Free Parking Spaces using Mask R-CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(3) : 440-442. Available from: https://ijariie.com/AdminUploadPdf/Rummaging_Free_Parking_Spaces_using_Mask_R_CNN_ijariie14041.pdf
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